Support for sparse matrices having indices, indptr, row or col attributes with int64 dtype was recently added or confirmed for most sparse-supporting estimators.

SGDClassifier and SGDRegressor do not yet support such large sparse matrices (they use accept_large_sparse=False). We could try to fix this.